Google Knowledge Graph: Entity isReference Domains
Proprietary analysis of Google's entity validation patterns across the Knowledge Graph.
⚠️ You Can't Use Just ANY Domain!
Out of 1,738,093 domains we monitor, only 62,202 qualify as isReference domains.
3.65%
Only 3.65% of domains earn isReference status from Google. Domain selection is critical.
Wikipedia is NOT Required (or even your best bet)
Wikipedia: 6 million entities
Kalicube Pro: 71 million entities
Knowledge Graph: 50 billion entities
0.012%
Wikipedia covers only 0.012% of the Knowledge Graph. If your entity isn't in that 0.012%, you need to build a Knowledge Panel with ~30 isReference url instead.
Why isReference Domains Control AI Narrative
AI assistants (ChatGPT, Google AI, Microsoft Copilot) rely on three sources - the Algorithmic Trinity(and Kalicube Pro tracks all three for every client !):
1. LLM Memory
Creative but unreliable. Will hallucinate without facts.
2. Knowledge Graph
The trusted encyclopedia. isReference domains are how you get IN.
3. Search Results
Real-time window. Needs KG foundation first.
The bottom line: Without isReference validation → No Knowledge Graph entry → AI assistants hallucinate about your brand. The domains below are your path to entity recognition.
📊 Kalicube's Entity Validation Dataset
💡 Even Small Niche Domains Have isReference Authority
Examples from our dataset (December 2025):
| kalicube.com | 21 entities |
| searchengineland.com | 11 entities |
| jasonbarnard.com | 86 entities |
| searchenginejournal.com | 270 entities |
| entrepreneur.com | 1,292 entities |
| forbes.com | 2,823 entities |
Your niche-specific domains may have similar authority in your category.
Top 100 isReference Domains for All Entity Types
| Rank | Domain | Entity Count |
|---|---|---|
| 1 | wikipedia.org | 1,470,251 |
| 2 | linkedin.com | 199,278 |
| 3 | twitter.com | 166,308 |
| 4 | namu.wiki | 134,125 |
| 5 | facebook.com | 82,104 |
| 6 | amazon.com | 74,357 |
| 7 | x.com | 70,809 |
| 8 | instagram.com | 45,911 |
| 9 | youtube.com | 28,981 |
| 10 | crunchbase.com | 21,031 |
| 11 | isfdb.org | 19,129 |
| 12 | wiktionary.org | 16,509 |
| 13 | britannica.com | 12,526 |
| 14 | google.com | 12,379 |
| 15 | legacy.com | 11,749 |
| 16 | gutenberg.org | 9,591 |
| 17 | reddit.com | 9,142 |
| 18 | wikiquote.org | 8,273 |
| 19 | trustpilot.com | 7,367 |
| 20 | yahoo.com | 7,301 |
| 21 | letterboxd.com | 7,195 |
| 22 | dictionary.com | 6,780 |
| 23 | tiktok.com | 6,533 |
| 24 | fandom.com | 4,865 |
| 25 | famousbirthdays.com | 4,737 |
| 26 | apple.com | 4,630 |
| 27 | justwatch.com | 4,564 |
| 28 | nintendo.com | 4,346 |
| 29 | rottentomatoes.com | 4,064 |
| 30 | quora.com | 3,876 |
| 31 | house.gov | 3,792 |
| 32 | imdb.com | 3,586 |
| 33 | investing.com | 3,351 |
| 34 | mit.edu | 3,315 |
| 35 | ed.gov | 3,094 |
| 36 | forbes.com | 3,047 |
| 37 | indeed.com | 3,019 |
| 38 | awards.com | 2,933 |
| 39 | treated.com | 2,900 |
| 40 | wikisource.org | 2,900 |
| 41 | the-awards.co.uk | 2,826 |
| 42 | family-side.com | 2,799 |
| 43 | pinterest.com | 2,774 |
| 44 | wikiwand.com | 2,738 |
| 45 | last.fm | 2,674 |
| 46 | war.gov | 2,670 |
| 47 | 10.com.au | 2,652 |
| 48 | example.com | 2,604 |
| 49 | soundcloud.com | 2,549 |
| 50 | a-artist.com | 2,539 |
| 51 | genius.com | 2,435 |
| 52 | stanford.edu | 2,421 |
| 53 | thesaurus.com | 2,379 |
| 54 | app-microsoft.com | 2,337 |
| 55 | microsoft.com | 2,330 |
| 56 | baseball-almanac.com | 2,263 |
| 57 | b.com | 2,235 |
| 58 | github.com | 2,236 |
| 59 | artnet.com | 2,196 |
| 60 | notrecinema.com | 2,197 |
| 61 | dr-it.co.uk | 2,163 |
| 62 | un.org | 2,129 |
| 63 | netflix.com | 2,117 |
| 64 | bloomberg.com | 2,118 |
| 65 | yale.edu | 2,092 |
| 66 | climate.com | 2,065 |
| 67 | espn.com | 2,036 |
| 68 | cnn.com | 2,005 |
| 69 | virgin.com | 1,971 |
| 70 | bu.edu | 1,900 |
| 71 | twitch.tv | 1,883 |
| 72 | theguardian.com | 1,853 |
| 73 | baron-baron.com | 1,830 |
| 74 | bbc.com | 1,820 |
| 75 | meta.com | 1,786 |
| 76 | ca.gov | 1,753 |
| 77 | cambridge.org | 1,733 |
| 78 | inc.com | 1,729 |
| 79 | rs-online.com | 1,726 |
| 80 | google.com.au | 1,648 |
| 81 | reuters.com | 1,621 |
| 82 | es.com.vn | 1,617 |
| 83 | vocabulary.com | 1,615 |
| 84 | uk.com | 1,597 |
| 85 | key.com | 1,597 |
| 86 | state.gov | 1,597 |
| 87 | it-iq.com | 1,583 |
| 88 | free-range.org.uk | 1,556 |
| 89 | nb.com | 1,541 |
| 90 | wa.gov.au | 1,540 |
| 91 | altro.com | 1,527 |
| 92 | be-life.eu | 1,524 |
| 93 | wimbledon.com | 1,507 |
| 94 | baidu.com | 1,480 |
| 95 | spotify.com | 1,482 |
| 96 | ua-med.org | 1,473 |
| 97 | nature.com | 1,471 |
| 98 | minorplanetcenter.net | 1,468 |
| 99 | gutenberg.ca | 1,450 |
| 100 | usda.gov | 1,439 |
| 101+ | 62,102 additional niche-specific domains in full dataset covering 71,530,467 additional entities | |
Why This Data Matters
Google validates entity information through patterns of corroborating mentions across trusted domains. This list shows where Google recognizes all entity types - but here's the catch: entity authority is extremely niche-specific.
Entity Validation at Scale
Google's Knowledge Graph requires consistent entity recognition across validated domains.
- Only 3.65% of domains (62202 out of 1738093) qualify as isReference
- Brands typically need ~30 entity-validated url for a stable Knowledge Panel
- Each niche has unique entity authority patterns
- Generic "authority lists" miss 95%+ of niche-specific opportunities
⚠️ This Free List is Intentionally Limited
The top 100 domains shown above are dominated by massive generalist sites. For 99% of brands, the real opportunities lie in the niche-specific domains that only appear in our full platform dataset.
Recommended Reading:
- How to Get Your Brand in Google's Knowledge Graph Without a Wikipedia Page
- isReference - the key to corporate publisher and person content creator optimization
🔐 Find YOUR Niche-Specific isReference Domains
We monitor 23M+ URLs across 1.7M domains to identify the exclusive 3.65% that qualify as isReference domains for 72M+ entities. The Kalicube Pro platform maps your competitive landscape and identifies your niche-specific opportunities in 15 minutes.
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